{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Linear Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Submission to \"How to Make a Prediction - Intro to Deep Learning 1\" by Siraj Raval on YouTube"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "# Imports\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import sklearn\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regression with 2 variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Import and visualize data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('challenge_dataset.txt', names=['X','Y'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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l65bXNxCbff7GUr4+h2AkdSt7NtRSu/YNc3B4dNrmWM0/+S/04LLzOd9ww/mG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\nYUOSJCXKsCFJkhL1vwDI2vxLaWr9egAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1029cb358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x='X', y='Y', data=df, fit_reg=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 2D Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = np.asarray(train_test_split(df['X'], df['Y'], test_size=0.1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "reg = LinearRegression()\n",
    "reg.fit(X_train.values.reshape(-1,1), y_train.values.reshape(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score:  0.651237006724\n"
     ]
    }
   ],
   "source": [
    "print('Score: ', reg.score(X_test.values.reshape(-1,1), y_test.values.reshape(-1,1)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Plot regression and visualize results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7FS9Vb6IityzpNY31PZo/u5B7a+7M75HIZEx06atWmEhGSsaIwejnys120+8L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\nAdVM0XGkHVBnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110f81160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_line = np.arange(5,25).reshape(-1,1)\n",
    "sns.regplot(x=df['X'], y=df['Y'], data=df, fit_reg=False)\n",
    "plt.plot(x_line, reg.predict(x_line))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3 Variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Data preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Year  Total  Gas Fuel  Liquid Fuel  Solid Fuel  Cement  Gas Flaring  \\\n",
      "0  1751      3         0            0           3       0            0   \n",
      "1  1752      3         0            0           3       0            0   \n",
      "2  1753      3         0            0           3       0            0   \n",
      "3  1754      3         0            0           3       0            0   \n",
      "4  1755      3         0            0           3       0            0   \n",
      "\n",
      "   Per Capita  \n",
      "0         NaN  \n",
      "1         NaN  \n",
      "2         NaN  \n",
      "3         NaN  \n",
      "4         NaN  \n",
      "    Source  Year    Mean\n",
      "0     GCAG  2015  0.8990\n",
      "1  GISTEMP  2015  0.8700\n",
      "2     GCAG  2014  0.7402\n",
      "3  GISTEMP  2014  0.7500\n",
      "4     GCAG  2013  0.6687\n"
     ]
    }
   ],
   "source": [
    "# Import data\n",
    "co2_df = pd.read_csv('global_co2.csv')\n",
    "temp_df = pd.read_csv('annual_temp.csv')\n",
    "print(co2_df.head())\n",
    "print(temp_df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Year   CO2\n",
      "0  1960  2569\n",
      "1  1961  2580\n",
      "2  1962  2686\n",
      "3  1963  2833\n",
      "4  1964  2995\n",
      "   Year  Temperature\n",
      "0  1960       0.0252\n",
      "1  1961       0.0818\n",
      "2  1962       0.0924\n",
      "3  1963       0.1100\n",
      "4  1964      -0.1461\n"
     ]
    }
   ],
   "source": [
    "# Clean data\n",
    "co2_df = co2_df.ix[:,:2]                     # Keep only total CO2\n",
    "co2_df = co2_df.ix[co2_df['Year'] >= 1960]   # Keep only 1960 - 2010\n",
    "co2_df.columns=['Year','CO2']                # Rename columns\n",
    "co2_df = co2_df.reset_index(drop=True)                # Reset index\n",
    "\n",
    "temp_df = temp_df[temp_df.Source != 'GISTEMP']                              # Keep only one source\n",
    "temp_df.drop('Source', inplace=True, axis=1)                                # Drop name of source\n",
    "temp_df = temp_df.reindex(index=temp_df.index[::-1])                        # Reset index\n",
    "temp_df = temp_df.ix[temp_df['Year'] >= 1960].ix[temp_df['Year'] <= 2010]   # Keep only 1960 - 2010\n",
    "temp_df.columns=['Year','Temperature']                                      # Rename columns\n",
    "temp_df = temp_df.reset_index(drop=True)                                             # Reset index\n",
    "\n",
    "print(co2_df.head())\n",
    "print(temp_df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Year   CO2  Temperature\n",
      "0  1960  2569       0.0252\n",
      "1  1961  2580       0.0818\n",
      "2  1962  2686       0.0924\n",
      "3  1963  2833       0.1100\n",
      "4  1964  2995      -0.1461\n"
     ]
    }
   ],
   "source": [
    "# Concatenate\n",
    "climate_change_df = pd.concat([co2_df, temp_df.Temperature], axis=1)\n",
    "\n",
    "print(climate_change_df.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Vizualize initial data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3D Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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hhZr6YnArvRYpWWJnJ+4FW+Y3wPOsxFQ8DLUKz4v36xOvwdhaFWFb7buVSymf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\nsOH13o22Q+Bua4b8LP2tb4A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J63Of+3Dinp2xJJD4W0m19sLrN3Y4R2Mp/rmzbZs23HVC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\nERERB1DgFhEREREREXGA/wdlaTKxzKAm4wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110fbd358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "fig = plt.figure()\n",
    "fig.set_size_inches(12.5, 7.5)\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "ax.scatter(xs=climate_change_df['Year'], ys=climate_change_df['Temperature'], zs=climate_change_df['CO2'])\n",
    "\n",
    "ax.set_ylabel('Relative tempature'); ax.set_xlabel('Year'); ax.set_zlabel('CO2 Emissions')\n",
    "ax.view_init(10, -45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Projected 2D plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x11121bc88>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HsrKTR3N7H7vr29hdH2VvQ5TuvjPXtUjvIrKqtpyViypYVF1MwO8/bWFPUIgh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\niMSE/wNWX0WGpueArgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10db62710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(2, sharex=True)\n",
    "f.set_size_inches(12.5, 7.5)\n",
    "axarr[0].plot(climate_change_df['Year'], climate_change_df['CO2'])\n",
    "axarr[0].set_ylabel('CO2 Emissions')\n",
    "axarr[1].plot(climate_change_df['Year'], climate_change_df['Temperature'])\n",
    "axarr[1].set_xlabel('Year')\n",
    "axarr[1].set_ylabel('Relative temperature')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "X = climate_change_df.as_matrix(['Year'])\n",
    "Y = climate_change_df.as_matrix(['CO2', 'Temperature']).astype('float32')\n",
    "\n",
    "X_train, X_test, y_train, y_test = np.asarray(train_test_split(X, Y, test_size=0.1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg = LinearRegression()\n",
    "reg.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score:  0.968933216107\n"
     ]
    }
   ],
   "source": [
    "print('Score: ', reg.score(X_test.reshape(-1, 1), y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Plot regression and visualize results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x_line = np.arange(1960,2011).reshape(-1,1)\n",
    "p = reg.predict(x_line).T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3D Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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08715pmnKsqxO8x3HkhRpCRU5catMyZ0h+Sr6YnA1PRcpWmNntv/lrZrvAMcJ\nt09FwlC1cJxIvz6RFozV1RC22j5bqeTyvjzppI9o3rxFOuyww7Rnzx7t2bNbu3fv1t69e+Tz+XTm\nmWeprq6uIOW57ro5chzpq1/9hrZv36rbb79N//Ef39Zpp52hmTMv16hRozVjxmy99NKLevDBuVq8\n+DENGjRYW7du0ZVXTtO1135RJ554iubPf0Dr16/XwoWPSJJefPE53X33Hbr11tvV0NCoO+64TVOm\nnKAbb7y5IOXOx8CBfbKuU12fJHQBNY4AAABALTDNsHr06KGGhkY1NLjXs/zatWvU0tKsJUt+oyFD\nhmrkyFGaPn2GHn74QfXu3VubN2/SAw8sUDAY1FVXzdJrr/1dTz/9pGbPvlZLlz6hsWPHadq0KyRJ\nt9xym6ZOPUfLl7+uyZOP12OPPapLL71Cp5zyUUnSzTffoptuul7XXXdDxhr8UqmOy4zoguq7qld8\nXKzIF/3MZVaFF9sBAEAZCYXC8vncr3PdtGmj+vVr0JAhQ2PzjjlmlNauXa0VK97Q6NHHJoXjiRMn\nq7k50px99epmTZp0XGxZMFin0aPHqLl5pWzb1po1LZo4MX6feVPTBIXDYb3zztuuP6+uIHDXOAJQ\nV5CKAAAAKgsnvVKkhjsQcH9YsMbGRu3fvy/p3uqtW7fIsizt3LlTAwYM7LT+9u1bJUk7dnyYZvk2\n7d+/T6FQKGm51+tVfX2/2OPLDYEb6CIuVgAoB4ldsTiOLcsyZZphmWZI4XCbQqFWWVZIjmPKcayE\nH1vJw0RyUAOAahep4Xa/z45x48arf/8B+tGPfqDW1lZt2PCBlix5WIZhKBRq6xT6/f6AQqHIPeit\nra1pl7e2RvoF6rzcH3t8uSFw1zxOsFBMvN+AbBzHkeM4sm1btm2lDNCh0CG1tR1Ua+sBtbUdiD02\n2kmhabbJNEOyrHDCEJGOIh2kRX8sJX8mTTlOuP3H7BDQ7YQfJ/YDoPzs2bNHH3zwgWw7/6Fha0V1\ndpiW2zE5UsPtfuAOBAK6/fa79frr/9A555yu66//vC688LNyHEcej0ehUChp/XA4FOusLRAIpF0e\nCESaoXdeHi5YZ2+FRqdpNaoaDzRA9SDIVJPoSVDkd2JYTT9dKJFjvZG0/xxL3eF3mrVii400v5On\n+e5BNQiHw3ruub9o795DOueck1Vf31DqIkmSDh06pNtvf0orVw5Ta2ujhg59UrNmHaZPfGJKqYuG\nMuE4jkIQEeMVAAAgAElEQVShkPz+4oxKMWbMWC1Z8hvt2rVT9fX9tGzZX9WvX4OGDRvRaRiwHTt2\nqH//AZKkgQMHaefOHZ2Wjxp1rOrr6xUIBLRz5w4dfvgRkiTLsrRnz+7Y48sNNdxAlxGKcsEJdj54\nrSpBV2qg29oOKBQ6qFDoUMoaaNvu3MQ7lejYrB6PV16vT16vP2kYMK/Xp2Cwp4LBXqqr661gsJeC\nwZ7yegNpxm1NfM952n+MhJ+cXxUl16BbCT9m7IcadFS6lpZ3dNFFC3XjjWP1rW+dqU9/+gUtWvSH\nUhdLkvSDH/xWy5ZNV1vb+TKMU7Rlyyz9+Mf7tWVLPve18rmrDqmP39HhIf1+9+/h3rt3r770pWu0\nd+9eNTQ0yuPx6JVX/qzjjpuipqbxevPNNUm11CtXrlBT03hJkU7QVq5cHlvW2tqqt99+U+PHT5Rh\nGBo7tilpeXPzSvn9fo0cOcr159UVBG4gTwRIoLqUY4D2+4Py++sUCPRIGaADgR7y++vk9weTArdh\neNp/Mh+nIvtNDtWG4W3/8SX8dAzo3oSf8gnohAQUg+M4uu22F/XOOzdLGiuPZ5i2bbtG//3fIW3f\nvq2kZQuFQlqxopc8np5J8w8d+pR++ctXS1QqlJtowC1GDXffvn3V2npIP/vZf2nTpo1auvQJPfPM\nUk2fPlOTJx+vwYOH6I47vqN1697TQw8t0Nq1LbrgggslSeefP1WrVq3Q4sULtW7de/r+97+rYcOG\na/Lk4yVJF198iR5++CH96U8vas2aFt17712aOvXishwSTKJJORT5AiFEAqgkmY5b5dCEOzHQZpqu\nFPGy5lbmeO104mubaV7WLeaxvinHoYk7Cm/Dhg/0zjsTOr1vdu78nBYtmq+vfOXSEpVMMk1Tppnq\n/lWfDh7syr3cfDaqkWma8nq98niKU+f63e/eqR/84A7NnHm5hg0bpttvv1vHHjtGknTnnffqrrtu\n1zXXXKURIw7TnXfeq0GDBkuShgwZqjvuuEc/+ckPtWDBzzVhwiTdeee9se1+4hOf1JYtm3XPPXcq\nHA7rjDM+oeuuu6Eoz6krCNw1iwMpUK5oSZssOUBHWFY4Ns/NAJ0uMFd6gHZbPgE9uel4cQM696Aj\nHx6PV4ZhplhiyufzFr08iXr27KkjjvhQa9Z0vBj5hs466+iSlQvlpZj3b0vSYYcdrvvv/9+Uy4YP\nH5F2mSSddNIpevjhx9Munz59pqZPn9ntMhYDgbuKcdIOoBwVogbaNEOd5uUm99pnwlVxJL/OXQ3o\nic33jRTLs241p/UJ6F1RPScjw4cP15gxv9Xrr1+Q9L8dNOgXmj794yUsWcSXv3yCvvWtudq69WJ5\nvQ3yeP6ic855V8cff2Gpi4YyEQ6Hixq4EUHgrlGcA3QfHfrkj9esOpWyCTcBuvakCujJ7ytv0jq5\n16Dn874koNeqO+88TzfddJfWrj1NplmvI454Uf/2b4ersbGxS9sLh8N69tm/6d1392j8+EE688yP\ndLm578iRR2jBgsF66qmXtW3bPp199niNGnVRl7aF6mSaBO5SIHBDkRMGvuRzx2uF6lauAdq2Ldl2\npDlnINCTEI2cFKYGPXG6GAE9ymq/H52AXi6OPHKEHnvsWq1cuVJ7967TiSderLq6Hl3a1t69e/Xv\n//603n//Qnm9Q/X00+v1xBOP6J57Ptvl8YTr6up0ySVndumxqH6hEIG7FAjcNYsvaRQL77VSK9cA\nner+50wBwjQVC9yEbbilPAJ64jbSP67yatBLvf/CMAxDkyY1tf/V9Xu3f/rT5/XBB1fL640EIK/3\nSL355lV68MGn9PnPf6oAJUUyWtlFarjdHxIMyQjckOPQxDwfvFZwX7ZasOoI0EA1cCeg5/uZzacG\nPVV5yzWgV7f33gu0D7sX5/X20dq1JSoQKlz240axO01DBIEbAEqsYy/cjuPINMMiQAPVJ1tAj4zf\nbrX/1fE0rRA16Ln3+p5PQOfYkL9g0Eo5PxBI1RM6Cqd236umaRK4S4DADdHEpqt43XJRi+dg3a2B\ndhxbptnWxb0ToIFqUvom7rkF9M7N26PTyY+PrsexRzrttL5666318niOTJi7XOeeO8LV/TqOo5c3\nvqRfv/24juk3UtdPvoH/R9VJ/f+khrs0CNw1igNrd/Da1RqacAOoFOUd0OM1uukDeup51Xhsu+SS\n07R79x/0/PPLtGfPEDU2btIFF/TSGWec7sr+9rbt1ZK3fqEFq+fr3d3vxOZfO+ELqvN1rZM2VBZq\nuEuDwA10ESNcdUX5vGi5hOZiB2jLCstxbBmGR4FApNfbajzJBFA+yjugJ+43OlXZAX3r1m3685/X\naOjQep188kRde+0nNXNmSHv27FZDw3j5fIU/NV+7c43mt8zTY28t0UHzYGx+Q12jvjrlZsJ2DaGG\nuzQI3ABcVpyTnnIM0PnWQNu22d6JIT1wA13FZ8dd+Qd0S5Ld/ldij961F9D/7/9+r2efbVQ4/HHZ\n9lYNH/4r3X77GRo4cIAGDhxU0H2FrbB+t/63mt8yT3/d/ErSsskDj9PspjmaesxFSWHboSah6kVq\nuOmlvNgI3OAAi7JUDQEaAJAcbrMdM1PXoGebl3GLaaY77jc6lUtAz/87Z8WKtXrqqZHyeo+T1yt5\nvb21detR+slPFul737sw7+2ls+3gVi1a85AeWr1QWw5uic0PeoOaesyFmt10tY4bdHzB9ofKEgq1\nye8n/hUbr3jNIiR0Hxcq8mXbjgzD6hSYCdAAAKlQTdzdD+hxVnvP8lKm8dCfe+49eTyXJT3SMDx6\n990+Mk2zW03JHcfR37cs04KWeXpq3VKZdryX8+G9R2hW02xdfux09e/Rv8v7QHUIh6nhLgUCdxWj\n4todBLKIXGufE0+GLCskK/UoKHkgQNcq/pUAOip9QM/tMV5vdLg3b9J8j8dW5DvTVr5joB8MH9Cv\n3vmVFrTMVcuOlqRlp404Q3OartZZh58tr8ebZguZcMCtRuEw93CXAoG7RnHiio7yab5d2NsQCNAA\ngOIoTEC3E6aNDstSu+CCcXrppT9LOi02z7bbNG7cfnm9UmIP7pH9pipjZHrdnvVauHq+Hn3zF9oT\n2hNb2ifQR9NGX6ZZTXM0st/IbE8NNSgUClPDXQIE7pqVeACnKrwalU+Aliwr0rzN4/HJ5/OLAJ0Z\n/SoAQHlIFdAjh+hoQPYmrZOuBv3oo4/QzJl/0+OP/0rbt09QMLhNY8e+pRtvPDtLCSLbsGxLL2x4\nQfNb5uuFD15IWmNMwxjNbpqtz4z6jHr5e7eXw5QyNHGvze/eav9uzf78TDPMPdwlwCsOdIPjOEX7\n0iqfAJ1fDbTjOAmB2yNPl5q2AQBQ/jLVoF944Ud1zjmtevfdderff5CGDJmYtYn7rtad+sWbv9DC\n1Qv0z33/jM33Gl596qhPaXbTbJ005KSE/Xank7ikNZLKVpsBvXKl+39Rw10aBG5wr3eJVGqAzntv\nfEnngdcKAF/K1ayurk5NTWNjf6cL6Cu3r9D8lrl64p1fq9Vqjc0f1GOQpo+9SleOnaGhvYa0zy1U\nJ3GJbMWHc8u1F/dKqUEv57K5yzTDCgS4h7vYCNxA3lIfqGslQAPlwVEtnzQBqD5tVpueem+p5jfP\n1Wvb/pG07IQhJ2pO0zX61FHnK+DNvYayvIdZq5SAXj3C4XD7rX0oJgI3xNX01NIFZSuhm+1Q6JAI\n0AAAoKs27t+oB1cv0OI1i7Sj9cPYfK/dQyN2fk6jdk/WN079qMaNPDrvbefTSVzkXCY6pJgnYX0C\nerUIh2lSXgoE7hpViwcqN2qg42NvZkKABgAAcY7j6M8b/6T5LfP07PvPyE44n+jZOkLH7Pg3Hb7r\nKgWsBknSL37xpL773aOKeI5gyDA8WdeiBr2yRAI38a/YeMVRsUrXhDvO4/HKMDwEaAAAkNW+0D79\n8q1HtaBlvt7e/VZsviFDZx1+tg7feoI+XP4NeYzkDka3bBmsvXv3qr6+vthFzqj046DnG9AlyW4v\nR+0FdNM0FQzWlboYNYfAjbJRygAdvYobCcye2Lx4aI5P27apcLhNkuT3B3O6AowIhrvKrEq/3wuI\nFwi1pVpP+mvRm7ve1ILmufrl20t0IHwgNr8h2KDLx0zXjHEzdUTfI/XEE6/oGTus9sG5Y/z+VgWD\nwWIXu+BKH9ATH5dPDXqmmvTK+ayGQiH17t2n1MWoOQTummbIzdrf0gbo7M23E0N2nlsvaFlrQ+S9\nBgCoNbV77DdtU79b/4wWtMzTXzb9OWnZhAETNbtpji4a+Rn18PWIzT/77In64x9fkm2fE5tnWa0a\nP36X6upqr2aysAE9l9sAO22xw+90+41OlXdAj4zDzT3cxUbgrnKOU7has/IP0MlNuYuhkK8vAACo\nfNsPbtOitQ/podULtfnA5tj8gCegTx9zoWY3zdHxg6akPF/p1au3vvSloXrkkSe1desQ+XwH1dS0\nW9de+7EilLzyL45kCujxfnc8Mtqb7LvXxL0UAT17GSPjcNNLebERuGta5IMZ6XnbFAEaKBeVf9ID\nALXEcRz9Y+urmt8yT0+996TCdji2bFjv4Zoxdqamj71SA3oMzLqtceOO1n/+51Has2ePgsGgevTo\nkfUx6JrSN3EvZEDPvk9quEuDwF3FHMeRaYYVvU8lXYC2bVO2babbTE4I0AAAoNYcNA/qN+/+WvOb\n56p5R3PSslOHn6ZZTXP0ySPOkc+T3ym3YRjq169fIYuap+o6VytUxVHlBPTIBZ8NGzbq0Ucfjb2f\nevTooX/+c71ee+1V9evXoIaGBvXtWy+fj0joJl7dKmYYhkwz1OXHEqBzQU1kLgyjYw+hSK2WP0v5\n4XYOoPJU0/nC+r3rtbBloR5961Htbtsdm9/b31vTRl+qmU1zNLphdAlLiHJQ6oD+y18u0dKlT3aa\n//zzf0gqY9++fTV48BBdf/1XdPzxH8lp28gdgbvqRTqrShWUo83IDcPT3ts2AToXvD4AANQe27H1\nwgfPaV7zXL3wwfNyEkLP6IZjNbtpji4ZNU29A71LWEpkV77ncd0L6ImtVT2SHJ1//gXasGGDtm7d\nqt27d2v//v0pt7Fnzx7t2bNHzz7724IF7m3btuqHP7xLK1a8rr59++lzn7tM06ZdLknavHmT7r77\ne2ppWaUhQ4bqhhtu0gknnBx77KuvLtP999+nTZs2qqlpor7+9W9q2LDhseVLljysRx5ZpIMHD+jM\nM8/SV77ytbLuxd9wcmxjsX37PrfLAhd4PI48ntQf2La2g3IcWx6PT4FA7fV82VW2bSkUOiRJCgR6\nyOPxZnkE2toOyHEceb0++f2819IJh9tkWWEZhqFgsFepi1N2LMtUONwqSQoEesrjYUi+qNbWyEmU\nzxeQz9f5/jzTNGVZVqf5jmMp2nOvYVRuRzrV8jyk6nouUnU8n12tu/Tom49ower5en/v+th8r+HV\nuUeepznjr9EpQ/+l4i/IRzoVix4nfBX/fBJF4k40kHqrckhXx4lUpEUqz1LXqU6ffpkuuOBCnXTS\nKdq9e5d27dqt3bt3ateuXbIsSxde+BkNHz6iIOX5whdma+jQYbr22uu0bt27+u53v6Vbb71dp556\nhmbOvFyjRo3WjBmz9dJLL+rBB+dq8eLHNGjQYG3dukVXXjlN1177RZ144imaP/8BrV+/XgsXPiJJ\nevHF53T33Xfo1ltvV0NDo+644zZNmXKCbrzx5oKUO18DB2YfZo0a7ipXqF4Nge5hWLB80Pwe3dWx\n80vbttpPpks/LA1QKVZ9uFILWubpV28/rlarNTZ/QI8BunLMlbpy7JUa1vtwPkuoGKZpqqGhv0aN\nOtbV/ezbt0+rVzfrP/7j2xo+fISGDx+hk046Ra+99qp69eqtzZs36YEHFigYDOqqq2bptdf+rqef\nflKzZ1+rpUuf0Nix4zRt2hWSpFtuuU1Tp56j5ctf1+TJx+uxxx7VpZdeoVNO+agk6eabb9FNN12v\n6667oWxruQncNcwwDE7sAaBCdAzRqTrBNM1Qzn13dDz+R2oipVS93xIoUCtCVkhLmn+hec3ztGZ/\nS9KyEwafoFlNV+tTR52noLcya+tR20KhkAIB99+7wWBQdXU99NvfLtUXvvCv2rRpg1atWqHPf/5f\n1dKySqNHH5sUjidOnKzm5lWSpNWrmzVp0nEJ26rT6NFj1Ny8UhMnTtaaNS2aM+fzseVNTRMUDof1\nzjtvq6lpvOvPrSsI3EA3FHq4tGrHywUkyzQUo+PYrg3NmJqddkn6IWkI56gOm/Zv0kOrF+r/Xp+r\nA8ae2HyfE9Alx16iOROu1oQBEyV1bCbP+x2VwzTNogwLFggEdNNNX9N99/1AS5Y8LNu29alPfVrn\nnz9VP/7xPRowIHl4vMbGRm3fvlWStGPHh2mWb9P+/fsUCoWSlnu9XtXX92t/PIEbqBJ8uQJIL32I\nttPWTHdHpLWS0z7tkcfjbe8g05PQSabVfg93xx5u04fs1LL3kEs4R6VwHEevbPqL5rfM1e/WPyPL\nsWJv07pDR2nYhi+o8YOpmtJ7lSacObG0hQWyyv6dEgqF5PcXp3XG+vXr9LGPnabLL79S7777jn78\n43s0ZcqJam1tVSCQHPr9/oBCochQZpmWt7ZG+3HpuNwfe3w5InCDWloAyCJViI7cE52+eXd3pB6C\n0ZNySEbDMGKdpnm9vpSdptm2HXtc8vOSEju0yjwkTaplmXQnnHeeRzhHoewP7dfjb/9S81rm6q1d\nb8YXOIYad5yjYRu/qIYd58hQpGOtN954Q1deWaLCAgVUrBruf/zj73r66d/oV7/6rQKBgEaPHqPt\n27fpwQfnasqUE7Rnz56k9cPhkOrqIp3qBgIBhUKhTsv79OmrQCDSDL3z8nDs8eWIwF3TOHnpCs75\nuoOLO7nhdXJbNFhmasLtdoiO9JLbMVSXdmjGfIakKex4sd0N507Ceg7hHCm9vettLWiZqyVvPar9\n4fjwSPWBel0+Zro+/N1IbVv7r50eZ+fbEAQoqfTHv0gNt/vx76231mrEiMOTaqJHjTpWDz00XwMG\nDNK6de8lrb9jxw717z9AkjRw4CDt3Lmj0/JRo45VfX29AoGAdu7cocMPP0KSZFmW9uzZHXt8OSJw\nVznHISACqA25hujo34WQHJQ9aWqmSxui3dL18WLdDudmXjXnErXn1cy0Tf3+/We1oGWe/rTx5aRl\n4/uP1+zxV+uiYz6jnv6e+uWGl/Twyu0KBOL3h1rWfjU1FbvUgDuKVcM9YMBAbdjwgUzTlM8XiZvv\nv79OQ4cOU1PTeC1aNL+9A7dIWVauXKFJkyZLinSCtnLl8ti2Wltb9fbbb+qaa74owzA0dmyTVq5c\nrsmTj5ckNTevlN/v18iRo1x/Xl1F4K5hnF90VepaFaRHj/i54aS/s8QQbdvxcaRNMyTDkMshunMT\n7moP0W6Kv17lFM6j++tYrvT3n/N/rwwfHtquxWsW6cE1C7Vp/8bYfL/HrwuO/rRmNc3RCYNPTPp/\nfvazp+q9957WP/4xUrY9RtJ7ampaqRkzzi/BM0BhcRIiFe8e7o9+9FT99Kf/pbvv/p5mzJij999f\nr0WLFugLX7hekycfr0GDBuuOO76jWbOu0Z///LLWrm3RN795myTp/POn6pFHHtLixQv1L/9yqubP\n/z8NGzY8FrAvvvgS3XPPnTrqqKM1YMBA3XvvXZo69eKyHRJMkgwnx7Zy27fvc7sscIHHE/lJJRxu\nlWWZMgxDwWCv4hasgjmOo7a2A5Ikvz8oL0ODZBUKHZJtW/J4vAoEepS6OGUrcUinurreJS6NexJD\ndLr7oIsdojveF11povdw+3yBlPdwm6bZ3mlasuTelivzWBZ5nyR2COdV56Bd6JNt98J5NfxPEhXz\n+TiOoze2va55LXO19N3fKGTH7/Mc2muorho3U9PHXKlBPQdn3M7772/QqlXrdeyxwzVq1FEp9lNd\n/6OoxOcl+Sr2eJhK5Lsmegz0tt/SU10cJ9ppmEeG4U25zsSJTVq69FkdffQxrpfn/ffX6yc/+aFW\nr25Rv34NuuSSabrkksskSRs3btBdd92u1aubNWLEYfryl7+q44//SOyxy5b9VT/5yQ+1ffs2TZgw\nSV/72jc1ZMjQ2PLFixfq0UcfVjgc1hlnfEI33fS1onUG19HAgX2yrkPgrnKZA3ebLCtM4M5TYuD2\n+YLy+arny9YtBO7cVHLgjofo9PdBFz5EZ27CXekhOh+1HLil3J9H55rzxOnyCOfV8j+JKsbzOWQe\n0pPvPqF5zXO18sMVScv+ZdhHNbvpap1zxLnyF+gCebX9j6JqJ3BX13OLyiVwjxs3Wn/845902GGH\nF69gVS6XwE2TctDUF0BKuQTnYoZox7FjFyQCgR7yeFKfUADpdK9Ze+J0V5q1Z14/1XdxJADRrD2d\nf+59XwtXL9AjaxdrV9uu2Pxe/l763KhpmtU0R8c2jilhCSsX77HqlHjfNIqHwA0ANaT4ITp77XOu\nNdGWZRagPEBuuhbOpfShvCufp9TdY2cf67x6w7nt2Hppw4ua3zxXf/znH+QkvK4j+43SrKbZmjb6\nMvUJZK91AmpNpNO06mmVUSkI3BAdSXQHr10+GPPdHZUcovPaa5UFB1SPwg2nlu9ntDvDqVVWON/T\ntkePvvmIFrTM07q962LzPYZH5xxxnmY3zdHHhp9a1s8BcEuu51fF6jQNyQjcNYwvpa7hdesKXrN8\n5RKc452OFUJpQjRQa7KF84730SYsyfI7m8oM5y07mjW/eZ5+9c7jOmQejM3vXzdA08deqavGztSI\nPiOKUhagklmWJcdxijIsGJIRuAGgSLKF6MiJdkS0Y77uyR6coz21EqKB8lPYmvPE39kUMpzn36om\nZIX0zLqnNa9lrv6+ZVnSsimDPqJZTXP06WOmKugt32GAgNJJfawIhSJ9oFDDXXwEbgDohuwhOj7s\nVWFkC9Ge2Ek6IRqoHeUczuP7jfbDkOr+eENbDmzR4rUP6aE1C7Xt4LbYkjpvnS4aebFmNV2tSQMn\n5ViuwnIcR88//7pWrDgoj8fSySc36KSTxpWkLEBXmKYpj8cjr5cOR4uNwA1JkS8STs7zxz3J1Slb\nE+7EvwsjGpjj2/R6A/J4ojXQBiEaQMEUPpx3nE67tU7rOo6jZVuWaX7LfD2z7hmZTrxzxMP7HK4Z\n42bqsmMvV2Nd//b17ViZi3k8/N//fV5vvHGK/P5BkhytXr1O69f/VZdddlrRygB0B/dvlw6Bu6Zx\n4t51kXCE3JRDRix2iM7UhLvjvdDR36YZlmm2SZJ8Pj/hGkDJdT+cJ47/Hm9mfiB8QI+//bgWtCzQ\n2l1rk7Zz5mFnata4Wfr4YR+XNzb8X6px5DtuN3XNeefnkZ+NG7fojTeOaA/bEYHAkfrLX97Xpz+9\nX7169e7ytoFiMc0wgbtECNxVjgpYVLNsTbiLE6I9KTsUIywDqDWpwnn0mBxZ7tM7u9/RgpZ5WvLm\nL7QvvC+2dn2gXpcee5lmjJupo+uPSthO12rOO62RNpx3ntfx+L1q1T9lGCd32ub+/Udp48atGj2a\nwF3+OCEOhQjcpULgrmHkARRf5i+8aDDOVPtcqhBNgAaArrFsS3/853Oav3qBXt7wYtKypv5NmtV0\ntT4z8jPq6e+V8vGZm7Wnm5dO/uH8iCMaZVkb5PONUmILt2BwkwYOPCyHfQKlF6nhpofyUiBwo50j\nmpjnzjBoPZCrSEiOT1uWmTJEF26M6I4h2pMmVBOiAZSj6vly2XFohxavfVAPrX5QG/ZviM33eXw6\n/6gLNLvpap045KSsx+J8mrVLiQG9MOH82GMP1xFH/EGbNh0ujycSWExznyZM2KJ+/cbKccLKpeZc\novVTOajV/0GkhpvoVwq86jWtNg846L7Emuh0TbjThehwuLVL+yREA0BlWL7tDc1r+bmefPc3arPa\nYvOH9Byiq8bN1PQxV2pwryGu7T/+PVCYcG4Y0r//+2l6+OFn9e67AXk8tsaPly655LRO62ZvydWx\nXKUf6zyuei72oLNwOEQNd4kQuCEp8gVATslHtElZ9Xw5dSdEd1W2Jtwd74uudjXyNAFUoVazVU++\n9xvNb56r5dvfSFp2ytBTNKtpts478gL5veV1D2mu4bxHD7/mzPl4+19mwhJP+++uNGvPvH55h3OU\nl+zvO9M0uYe7RAjcQBWLh+j090G7EaITh7IyDEOWZclxIj3MBoM9VUshGgCq2Qf7/qkHVy/Qw2sf\n1s7WHbH5PX09dcnoaZo1bqbGNB6ryHG/sk87o99bjhO96G7IMFKPady55jxxutzDOd/P1YhhwUqn\nso98KKDqqaktplLcx51LcC58iM7chDtbTbTjtMmyLEVrswEAlct2bL284SUtaJmnP/zz97IdO7bs\nmPpjNKtpjqaNvkx9g33lOKZq8Ryje83aE6fdCueJZYsP1xb9HS0TF8crUer/GTXcqZmmKa/X6+p7\nncBdwziIlo/ih+jswdmd5ty1d9LVdXRkCNS28vv8723bq0ffekQLW+br3T3vxuZ7DI/OPuIczW6a\no1OHnyYPF1bz0rVwLqUP5bl+12Za32zfX6yUWX5zXlnuqOGOeOWVP2vgwIEaNepY/fWvf9ETTzym\nhoZGXXPNdRowYIAr+yRwA92S6QpyrYRooPgKNSwcgOzW7Fit+S3z9Pjbv9RB82BsfmNdf10xZrpm\njJulw/owPFYx5NNje/HCeXR/HctFOC8ntTwsmOM4MgxDL774nL773W/puutuUGNjf91zz/c1ePBg\nvffeu2pra9ONN35V9fX9Cr5/AjeQh47h2HFsmWYoRYi2024jP9URosu5bOWF1wlAeQhbYf1u/W81\nr2Wu/rb5r0nLjht0vGY1zdHUoy9Una+uRCVENvmH88TO4LwinFeXSA13bUY/27bl9Xr16KMP64or\nZgTYh/sAACAASURBVGjatMv1xBOPKxAI6Dvf+b68Xp++9KWr9eGHHxK44Z5ari3KpfY53ulY58ea\nZijPPWYPztH7nPmSAQAU09YDW7RozUNatOZBbTm4JTY/6A3qwmMu0uymqzV50HElLCHcYBhGh87g\n0t8WQM15ZQqHzZqt4Y7aunWLmpomSJJeeeVPamoar549e6lPnz46cGC/a3mIwF3lMr9vqveglC1E\nJw57VRjZQrQn9iXAlwEAoJw4jqO/b1mm+S1z9fS6p2Ta8ZrOEb0P08ymWbr82Onq36N/CUuJclGZ\nzdrthHVqs0O4yDjctXkPd/R/PXjwYG3Y8IF27dqllStX6EtfukF9+vRRS0uzevToqR49eriyfwI3\nKkb62ufEGujihGjTDMtxbBmGR4FAj5o7aMN9jsO43ADcdTB8QI+//bgWtMzT6p0tSctOH3GGZjdd\nrbMOP1teT+qhr4BsCh/OO06n3VqGdXPtEC4+XQ3nebVcw+3xRFpsXHzx5/Tgg/P1q18tUc+ePXXq\nqafrjTde03/+57f1kY+cqMZGdy4qErhrWDkcO8onRCcPeyVlPrhalhk7UFfDQRioDHzWgEJ4b8+7\nWtAyX4+++Yj2hvbG5vcN9NW00ZdpVtMcHdPvmBKWsHgcx9Gbb67Ta69tUr9+AZ155nj17Nmz1MWq\nSeUZzqP761iuygvnkRru2o5+n/zkeerbt15r1rTok588Tw0NjXr11WU677wLNH36DGq44bbC3bOQ\nrQl3oUN0pibc+YToPPdaoO3UnmhPkQCA4rFsS89/8JzmNf9cL254IWnZ2MZxmtU0R58d9Vn18vcu\nUQmLz3Ec/fznL2r58rEKBM6RZR3SCy/8Sf/6r0fqqKOGl7p4yKDwHcJ1nE67tazrpg/nnecV7nwo\ne9lDodrtpTzRySf/i0466RSFQiGFw2F98pPnub5PAndNy+1DHg3G5RiiCW6Vgv8TADfVbsef2exs\n3alH1i7WwtUL9MG+f8bm+zw+ferI8zV7/NU6acjJNfl9umrV21q+fIKCwSMlST5fT9n2OVqy5Lf6\n+tczBW7eb5WkcB3CpZuXdmtZ1y1mOI8MC1ab93BHHTx4QEuXPqHm5lVyHFsej1eGYcjn88k0Td1y\ny20KBoMF3y+Bu0bFQ3KEZVkZx4suhExNuAnRAAAUzvLty7Wgea5+8+4TarVaY/MH9xysK8fO0JVj\nZ2hIryElLGHpvf76NgWDx3eav3FjH4VCIQUCtVYbyIWEfGrOpcSAXupw7nRYt3NrwkgNd20H7vvv\n/5Geffa3GjduvHr37i3bDsk0LUmODh065FoGIXBXOcdxFA6HlC1E27YpuwtDR9dqiK6yp4OyxIkP\ngPy0WW168t3faEHLPL2+7bWkZScNOVlzxl+t8448X35vZZx027atVave0r59hzRlypiC31/Zs6dH\ntm3K40k+HQ4EQvL5OEVGdvHz23IK55Hm89u3f6if/exnam1tVUNDgw4ePKgdOz7UCy/8UY2N/dXQ\n0KjGxv7q1atX1Z2np/PCC3/UrbferjPO+ERR98vRpOo5sqxwXo/I1oS7433RtY1QBKB8xW8JsmPT\nHLurz4Z9G/Tg6gV6eO1i7Wj9MDa/h6+nPjvqEs1umqNx/ZtKWML8bdiwRT/60RvauvUESb3Uq9fr\nmjatpz7xicKNAX722eP0yit/kXR6bJ5pHtCUKaFYr8aZVetnqVqfV2l1L5wnTucWzl9++WU999xz\nneZ/+9v/kfR3IBBQ//4DdfXVn9e5556ftWyVzOfz6eijRxZ/v0XfI4osft9H5J6V5NBsmm2SJK/X\nL58vwIlYznid8sHbKjd8/pCrzqM7RFiWKdu2Mt4SFFk9+l5zEubbSjy28X4sb47j6E8bX9b8lnn6\n/fu/k+3Em6kdXX+0Zo6brUuPvVz1wfoSlrLrfvrT5dq163MKBiPvQ9M8V4sXP6/jjtulxsaGguyj\noaGfZs+u1xNPPKPt2wfK79+vSZMOavr0fynI9oGuyj+cR5pFR0Q6hfv4x8/S+vXr9f7772vnzp3a\nuXOnDhw40OnxoVBImzdv1FNP/aYggfuZZ57S97//3fZ7553Yb4/Ho5deWqZNmzbqBz+4Qy0tqzRk\nyFDdcMNNOuGEk2OPf/XVZbr//vu0adNGNTVN1Ne//k0NGxbvU2HJkof1yCOLdPDgAZ155ln6yle+\nlvN916eeeob+8Iff6YorZsjv98cyUW4X2LrOcHLs5Wr79n2uFgTuydQqqrV1f/s6Afl8tXavUteF\nw22yrLAMw1Aw2KvUxSl7lhVWOBy5uBMM1k7TpXzZtqVQ6JAkKRDoIQ9j3yaxbVuh0EFJkt9fJ6+3\n+q4ZZxsesdB9a+Qm3TA45TMEjuOYir4mhlEZzaXTiT8XQ4bR+T2+L7RPS976hRa0zNc7u9+OzTdk\n6KzDz9bs8Vfr9BFnyJOhY6hicpxoK7vUzyeVHTt26KabtsrnOylpvm2HdN55v9e0aaeneWRXy+ho\n3759CgaDOZ24x5+TR4ZRPcfpan1eUvbPVaVzHEtS5KJbumPgbbd9W3369NXMmddo164d2rlzZ+z3\nwYMHddZZ52jkyFHdLksoFNKBA/tjf4fDYd1ww3X62MdO0/XX36iZMy/XqFGjNWPGbL300ot68MG5\nWrz4MQ0aNFhbt27RlVdO07XXflEnnniK5s9/QOvXr9fChY9Ikl588TndffcduvXW29XQ0Kg77rhN\nU6acoBtvvDmnsv30p/+lRx55SJMmHacjjzxaPXr0kMfjkdfrld/v1+zZ1+b9fAcO7JN1nep7xwFF\nVLDhwWtK5AsPqBWJIz10HN0hHqbjTb67K3I7kCfpNiDLsmXbkX23l6rD74zPIOO62cenpda8EN7c\nuVbzW+bpsbeX6EA4XkvVEGzQFWOu1IxxM3V43yNKWMLCibxPUrXOcFxpMWUYhvr27Vv4DQNlxDTD\nqqvroSFDhmjIEPc6TAwEAgoEGmN/P/TQfEnSF794vV577VVt3rxJDzywQMFgUFddNUuvvfZ3Pf30\nk5o9+1otXfqExo4dp2nTrpAk3XLLbZo69RwtX/66Jk8+Xo899qguvfQKnXLKRyVJN998i2666Xpd\nd90NWS+Wmaapv//9b5owYZIOHTqkVatWyLIs2balcNhUINC1wJ0LAjckdRwGASg0TrJRfdLVPKeq\nme6uVJ1SJt4qFK35T9dayXHMlBcIE2tFIqcE6QJ5IXvZJZjnyrRN/W79M5rfMlevbPpL0rKJAyZp\nzvirNfWYi9TDV9jOxEqtsbFRhx32d23adFLSe8HrfVmf/OTkEpYMlYvz3FL0Ur53714tXvygvvGN\nW+Xz+bR6dbNGjz42KRxPnDhZzc2rJEmrVzdr0qR4Pw3BYJ1Gjx6j5uaVmjhxstasadGcOZ+PLW9q\nmqBwOKx33nlbTU3jM5bF5/NpwYKHC/wMc0PgrgGOk+ke2tRXkZErXjugWIqVwVIPkZi6Zrp7UnVG\n6UkxrzhPPLq/TNL3sutmME+cLr/m7G7YdnCbFq9drEVrFmnzgc2x+QFPQFOPuUizm+bouEHHV+3z\nl6Trr5+i++5bok2bjpNt91S/fit06aX1qq/P/Z70UCgkSTU4vBdqT/Zjb2Qc7uJ+Fn79619q4MCB\nOv30MyVJO3Z8qAEDBiat09jYqO3bt2ZZvk379+9TKBRKWu71elVf36/98ZkDtxT5Dtu6dYv++te/\naOPGDerVq5dGjx6jk046xdWRCQjcQBdU80mO2zJfAALckVuz7uiy7sk2XGIlj/SQa0c+ybX6XQ3n\nqbbRcT+p5lmqxGDuOI5e3fp3zW+eq6fXPaWwHR9hZHjvEZoxbqauGDNdA3oMzLCV/8/emYdHVZ1/\n/HNnTSYbkARI2NcAIWERRUARBEFAsdRdUCAs1mqtXWytttaqFP0hrm21yi6IIirFlaqouKBVtkAS\n9n0nAQIkmZk7M/f3x5BJJplJJslMMsm8n+fJM8k559577s3cc8/3vu9533CmZv+D1q2TefrpMeza\ntZcLFwpITx8YcGCkoqIiVq/eyfHjcWgatGp1nuuv70Z8fGxtOi40KcJ/LAgVbgt3/Uq/Dz5YzaRJ\nkz1/W63WSi/AjEYTdrtabb3VagUqv0AzGo2e7atjx47t/P73v8JmsxEfn4Ddbqew8Cx9+/Zn7tyX\nQuYBIII7wlEUWYcsCELjpWLaq9C6dVfO9lDRMl3aLtLxvgb+r0dwhHlFKr80Ced15sVqMe/tfodF\nOQvYVrDNq25om6uYkp7FNR1GYdBF3pRNURS6d+9S4+1WrNhOcfFgzGZ34LizZzVWrPiOadP6yf0p\nNHH8f7/r28Kdl5dDfv5JRowY5SkzmUycO3fOq52q2omKivLUl3qmlK+Pi4vHZHK/cKtcr3q2r4rz\n58/z0kvP0qtXBo89NguLxQLAtm3ZzJr1GAsXvsbMmb+s+YkGQOSN3kIFSl3KRXULghA++Fof7bZc\nunE4bBcj34fCrdu3ZVoIPoEKc6jOnT3Q70Fd15mX/V7X78S+wr0szl3Em9vfoNBe6CmPNcZyS/db\nmJw+he7Ne9bpGJHIiROnKCjogMVSFqVdURTOnu3CwYPH6NAhtQF7JwgNh91ur9c13D/8sJ4+ffoR\nG1vmWZKc3JL9+/d5tSsoKCAxMclTf/p0QaX6bt3SSEhIwGQycfp0Ae3buwNEOp1OCgvPeravinPn\nCjlwYB+LFr2JxWLB6XSi1+vp3TuTyZOnsWTJAhHcgiA0FeTlTiA01UCGviJz18atu/rr4x1YrCm5\ndUcqVbmzl0/5485BC75d0mvqzl6dMC/fn+rXmTtdTr449DkLcxaw9tDnXvvr3jyNrPRp/LzrBGJN\nMVT3AiIQzp07R2FhIampqej1NU/zVFh4jvffz+bECT3x8SrXXdeDlJSWde5XKLlwoQRFqex2r9fH\ncOFCfgP0SBDCA1Wt36Bpubk5ZGT08SpLT89g2bLF2O12j2t4dvYW+vTp66nPzt7saW+1Wtm1awfT\np/8CRVHo2TOd7OzN9O3bH3Bbp41GY0DpzNwC2+AZC8uPidHR0R6X9VAgglsAxK28LrjTlMikXYhc\nKrp1V7ZMl62ZDhaKokOn0/u0TLvr5Z6MVOp3nXn1bTUNzljP8OaOt1iSu5gD5w946vSKnjEdxzIl\nPYtBKYPR6XReOcVri9Vq5Ykn/sPGjckUF7ckJeVHpkxpw7XXDqx+44sUFp7j73/fhM02Gp3OwOHD\nGrm567jvPjtdurStU/9CSbt2rTEY9gEtvMoVZT+dO7dpmE4JQhigqo56Fdz79u1h9OixXmV9+/an\nZctWzJr1GFOmTOebb9axfXsOjzzyVwDGjRvP8uWvs2zZYgYPvpKFC18jNbWNR2BPmHATc+bMplOn\nziQlJTN37lOMHz8hoPgOFksM7dt3YOnSRdx7769RVTtmcxSnTp3ko4/er/RyIJiI4BaEWiGT+Zog\n4idQwus6+U97VdkyXTd8uXRXtkyDhs1Wmv7KiF5fv+lNhKZF8NzZy396k52fzaKcRazavQqrs8x6\nkhydzMSeE5nUYxKpsaUuzk6vZRPue61yALjKfa/M//3f+3z11R3odHEAHD16Bc8++z69eh2mffvA\nxPLq1Vs8YrvsmFfx/vsf8cAD4Su4TSYTQ4caWLt2O1FR3QGFkpJdDB2qER3dtNKnBZOm6lUllKGq\n9nqN2H/mzGni4+O8ynQ6HbNnz+Wpp55g+vQ7adu2HbNnz6Vly1YAtG6dwqxZc3jhhWdYtGgeGRl9\nmD17rmf7ESNGcfz4MebMmY2qqgwbNoJ77rk/oP4kJSVx88238+ijD7F16xa6deuO1VrChg0/ERUV\nxdy5LwXv5CugaAHeYadOnQ9ZJ4TQotf7jwptsxWjaS50Oj0mkzyIAsXhUHE4bACYzTEiKKvB5XJi\nt5cAYDJFo9PV3LUxEnC5XJ58ykZjFHp9aN6JVhdcLFzTXmmayyO4jUazCO5yWK0XAP95uB0OB06n\ns1J5+TzcitJ4r2d5l3JFaThbgqZp2Jw2Pty7moW5C9lw4iev+gGtLmVq+hTGdRqHSR+MiW9lN3aX\ny8WNN37E6dN3Veibk+uvX8wf/vDzgPb87LPrOXz4mkrlMTGf88QTgVvKNa00erAORam/sf/06bNs\n2nQYl0ujf/+2JCY2D9q+G+qcQol7zHdc/KvpnFcpTfF/Vp5AxsDx48fy+98/zPDhI+q1b+FGXl4O\nK1Ys5/DhQxgMevr1G8DPfnajR/TXlOTkuGrbiIU7wlEURdzJBaEJEFjaK1dQrBjViWdx6xYikSMX\njvB67mKWbV9KfskpT3mUIZqfd72RqelZ9E7KAKpzZ69JarrKFnaXy4HdbsD7hZmCougpKQncah4f\nr/pcMpWQ4B0hOFxp0aIZI0Y0C/p+xRIsNFbcacEa74vV2mC327lw4TwtWiTicDgoKrpAp05d+Otf\nn/RqF+r7WgS3INQC0RFCfeHfrTsUaa98BxcrnwrL3a6hbgC58YTwQtM0vjv6LQty5rFm/yc4y7mE\nd4zvyOT0LG5Lu51mZm/hV5U7e5l3SfkAcBCoO7vBYKBz50K2bHGLZau11BtrF8OGtcWfoK8YnX3s\n2O5s2/YVcJWnjcORzciRKT63F5oSMtY2Reo7LVg4sHPndlaufIvHHpvFvn17eeaZ2bRokQhoKIoO\nvV5/MY+3jR49ejFp0pSQ9EMEtyDUmdKJkSAEji8h7XLVV9qr2rt1C4IAF+wXeHvnWyzKXcjOMzs8\n5QoKI9qPZGr6NIa1G45O0VWxl+qp7Trz3/xmMPfd9xy7dk1AVdsB35OSspqoqOurOWLZPlJSErn/\nfiurV39AQYGZ+Hg7I0e2ok+frhfdVyv2yX90dkFoSCLDK6H6c3RbuCNL+hmNJlq3dr8kVBSFmJgY\nT65vp9OBqtqxWksuZnMIXWwKWcMdAeh07h9f2O1WXC4HiqLDbLbUb8caMe6b1B0Ax2y2eFxoBd+U\nX8MdyrXJ4UCw0l5VR3U5o5uikNY0DZutCJA13BWRNdz1s4Z755mdLMqZz9s7V3BBveApb2Zuxu1p\nE5mcPoUO8R3rdIxgnIvL5WLq1JXs2NEWVT1LQkI/LJYeJCS8zoIFo8sFTqpLdPba4PaWcdM4hbn3\nWmd9k3n+N9Xzgqa/Ph0CW6M+ePBlzJv3OhkZmfXXsTAhlBmFZA23IAhhQuOaUFUkfNJe6Wh4t25B\niCwcLgdr9n/CopwFfHP0a6+6jKRMpqZncUOXCViMwXppXfdxJDd3B8eODSYpKd2rPD9/ON99t4Xh\nwy+7WOJ/HAle2rTyVH7ZGGg+c5BxTwgGkfsdisQ13OAtto8fP05+/knS0npSVFTERx+t5vDhQ4wd\nez29e2eGTJiL4I5w5NlVdzRNrmNjpSHSXlVlmfZOe2Vq0p4AghDu5JecYmne67yeu5ijRUc95Uad\nkes730BW72n0b3lJWIpAl8uFplW2UGqaDocjMA+b4KVNC3T8rF7EV1xn7vtThLkg+MLhUDGZIk9w\nl44HZ8+e5dlnn+bkyRO8+OLLrF79Lq+99jKpqW3YunULDz30KOnpvUPSB5nNCYLQ5GiotFflg4vV\nLu2VL4uS4IuIWJIn1DuaprHhxE8szFnAB3tXY3eVReROjUnlzl6TmdhjEsmWlg3Yy+pJT+9Bmzbv\nk5/f06s8MfErrrzy6qAfr2yMqzzWlXd1df+Ab3EdqNU8UGFevj++P0WYC5GE3a5iMESe4Ha5XOh0\nOn788XuOHTvC3/42G6vVyrfffs2kSVO4++57efzxv/Df/34kglsIFaUPG5m91h65dvWBpL0SBKEu\nnD9/npdfXsOePRAba2PSpP706+cWpCWOElbtfpeFOQvYmp/ttd0VqVcyJT2L0R2vxaCr32nTpk07\n+eyzoxQVGUhJsXPLLZfQvHlCtdvp9Xp+/etePPfcEk6cuApN05OU9DX33NOGqKioeui5b6oS5uUJ\nnjt71W3FnV2IJNwW7siKUg5l48mpUydp3rwFnTt34csvP8dqLSEzsw8ACQnNOHXqZMj6IIJbAMRa\nVFPkwVszqrpc4Zb2qmH/t/K9EoRQUFxcTFbWm+zceS+KEoOmafzww/vc8/B/2NN8E2/ueIMztjOe\n9jHGGG7udgtT0rNIa9GjQfr87bc5LFkSh8FwHQAnTjjZsWM1Tz45GIslptrt+/Xrzvz5nfjhh62o\nqoPBg0dgNptD3e2gEKg7e30Jc/exfPXFValc5gdCuKKqkWnhLr0nzeYoFEXBZrOxbdtWdDodmZl9\nsdlsnD17hsTExJD1QQS3IAghobx49k53peJ0qiFeHy1prwRBKGPJks/YsWM6Ol0MGi7s7f/Lod7z\n+P3Bj+FQ2RjUtVk3stKncVP3W4gzVR95NpR88kkBBsMQz9+Koqeo6Fo+/PArbr75ioD2YTQaueKK\n/qHqYoMTvHXm5T+r3IuPv72j/1cW5uLOLoQHdrs9otdw9+6dyffff8s990zjzJnTTJhwEzExscye\n/Tjbt+dy//2/C1kfRHALFxETt1A9gbl1V532StOcAXlURGLaK0EQQsPu3TaIUijq8Twl6a/gbLbb\nU6dTdIzuMIas3tMYknpF2IwpZ85Utkbr9dGcOCHP69oQPHf2mgrzurmzh8v3UWjcOJ1OXC4XRmPk\nuZQrioKmaaSl9WDmzF/yzjsr6NKlGzfffBu7du1AVVWysmYyaNCQ6ndWS0RwRzgykAtQOe1VZTfv\nYKa9UtDp/AUXk7RXpcgyD0EIDjkF28ju8Aan7vodGEs85UpJMm2O9WPVX/6PNrFtGrCHvmne3Mbp\n095lDkcxrVo1nrExmKkS64vqrOYVczq7f2SdudBwBHKfqao7eGEkpgWDsnujW7c0HnroL4D7unXq\n1IVHH30i5McXwS0IdSScJxTV5Yyuv7RXYLe7J7pGowm9PjIHfEEQ6ge7085H+z5kQc48fjz+Pyhn\n1DEeH0j0tnuJO9iZX917ICzFNsC11yaxZEk2BkMm4PYOiov7hHHjAnMnF+qDsmdeVQTXnb22adPK\nfvctzMN3LiPUHYfDgaIo6PX6hu5Kg/L1119SXFzM6NFj2bx5I6+++i+Ki4u4++77GDw4dGOrCG5B\nqBUN+xa5upzR1bl1B453YLHaunWXfykRxu8nBEFo5BwrOsayvDdYun0JJ4vLIs5G6aMY2Wo01q+7\nULS7O3FxZxn3u2Pccssoz9jp9rwJH4YMSScmZi+fffYBRUUGUlNVbrllIBaLpaG7JtSQmruzBxIM\nzu9eqm3n22rufUxN08Ri3ijx/T+z2+0YjcaI/J+WpgX76af/8cwzTzF8+Aguu2wQixbNw+FQadeu\nPQsXvkZ8fDy9e2eGpA8iuAUPMrg2LBXduquyTNcVSXslCEJTQdM01h/9jkW5i/ho30c4tbIgVu3j\nOjAlfSq3pt1Oi6gWcH3ZdlarlVde+YLt2824XDraty9i6tT+JCY2b4Cz8E2/ft3o169bQ3dDqCfC\nJ22ai7II7OX701jd2eVNv8OhRqw7een98tVXX9Cv3yU88MCDrF//LWfOnGbmzHu54oqh3H//L8jN\nzRHBLdSeqvVZOA+QTQP/aa8qW6brhi/h7NsyLQiC0NgpUi+wctdKFuUsYPvpPK+6q9uNYGp6FsPb\njUCv8+1C+Y9/fM2+fePQ6dz+5vv3u3j22VX87W9XU1RUhMViidgJamiQZ0+waLjo7LV1Zw8nYd7Q\nx28Y7HYR3GfOFNCqVWsANmz4kfj4BDp06Ai4reBOp9PfLuqMCG5BqAXlnxculwtw+LVMS9qrisib\n5sCQ61Q1cn0ild1nd7MoZwErdr7Jeft5T3mCKYHb0m5jcnoWnRI6o2kaK1Z8wfr1F3C5oH9/E3fe\neQ16vZ6CggJ27WqHyVS2uFtRdOTl9eSBB1ZjsfQlKmoPAwa4uP76SxrR+CoI3gRuNXfitmyDOxCc\np8bP7z73Um07ic7eMLgt3JEXoRzKvkutW6dy5sxpjhw5zJYtm0hL60G7du3Zs2c3VquVpKSkkPVB\nBHeEI+OZN4GlvXJ5uXM5nXZq81JM3LoFQRACw+ly8unB/7IwZwHrDn/pVdc7sTeT06cwoevPsBhi\nUBT31GbOnFWsWTMSna4dADk5p9i9eyVPPnkr586dQ1UTKae3KSy8wLFjrbBYOtO8eQaaBt9+m4/F\nsoWRI/vW16kKYU9TfdlXfq6h8zv3CL07e+lxKvYrnK3m4Y/bwh2Zsq80PseYMdfx/PNzmDLlDuLi\n4hgz5noOHNjPQw/9jo4dO9K3b/+Q9SEyr7zgB42m6mrj361bq2SZriv+gou5BXSZJTqSHhCRdK51\nQa6TIHiTX5LP8u3LWJy7iCMXDnvKjToj13W+ninpWVza6jLASfmJ++nTp1m3rqVHbAPodMn8+GMv\ndu/eT/v2bWjWbAOq2slTf+qUFZ3uEK1adfeUmUxJbN68lZEjQ3qagtBoCNSdvb6EuftY5fvi67Op\nviQJnEi3cLtcLrp06crjjz/Fxo0/0qNHL9q0aUteXg4TJ97JkCFDSU5uGbI+iOCOeBr3BL8h0145\nne6chnq9EYPBCI3KrVsQBCF82XRyIwtz5vOf3auwu+ye8pSYFCb1nMyknpNoaWnlKa/4rnTnzgOc\nP9/Ty4INoKoZbNnyJV27dmTcuGjefvsnDIZLALDZdtOmTQkWi7c1224Pr+jlgtAYCMd15m4caFrF\nVG5N3509Ui3cx48fJzY2ltjYWAoLzwIagwdfiaa5KC4uplu3NNLSeob8fx55V17wi6aFj4t5faW9\n8p0zuvq0V5qmeQS3ezuZkAlCqGmKkyChDKvDyuo9q1iQM58tpzZ71Q1OHcLU9CxGdxiDUV994J8u\nXdoSE7MTVe3sVW4w5NG7t9vqPWJEX7p3P8pnn32M0wl9+xaye/d1Xu01zUXbtnYEwTcyJgWDQxN1\ncgAAIABJREFUhonOHlnrzFXVHpEW7n/84zmGDh3GqFFjeO21V/jxx++Ji4sH3K7mOp0Og8HA2bNn\n+fOf/0aPHj1D0g8R3EK9Ud9pr8q7cPsKOFbaThAEQQgcl8tFXt4uHA4H6elpGAy1m0qcOXMGs9lE\ngbOAJbmLWLZ9GWespz31FoOFm7vfytT0LNJa9KjRvpOTkxk8eB1ffHECnc5tCXc6CxkwYDNpabd7\n2rVrl8rUqakAqKrKK6+s49ChvpjNqdjtZ0hI+J4JE0K3rk8QhMCpvTu7izKBrZQrr47Gss68+nNR\n1ciMUj5w4CA6dHAvHerRowcmkxGTyYyqqhcjkzvQNDhz5jQWS3TI+iGCWyhH7YRuQ6S9qs4yXb/I\n2iBBECKDXbsOMGfOJnbtakl+fh4m038ZOzaORx6ZRFRUVED72LQpj2ef28B2+xkK0z7gfMomUMrG\n0S7NupKVPo2bu99KnCmu1n19+OEJtGnzGT/9ZMPphD59FKZNu9Fve6PRyH33DSU7exe7d+8kJSWa\nyy4bXOsXCoIgNAwVhblbGJdGt9V71Te9tGm+t49UwX399T8D3P/n6677WYP1Q54iEU5VN3Z1wcVC\nJaT9W6bDxxodTn1pbATDg0EQhMApP17XZexyuVw888xmdu5M48CBkzidv0dRdCxZcpD9+xexYMG0\naid0x84cZeb8FzneewuOhF2eckVTGN1pDJO630nBj9EcWqPj9XXZDBuWQq9enavYo390Oh1Tp45i\n6tTAt1EUhT59utOnT60OKQhCI6Pm7uy+xHWg4rzh0qZFatC00ueeoig4HA5ycrayY8d27HYbBoMB\ng8GA0WjC4VC55ppriY9PCEk/RHBHGBXTXrlcZfmsHA77xTpXUESRpL0SvJFIoYIQTMov0ynF5XKi\nqla/L0UrW1nK15X97mtc3rFjN4cPX8KJE9/hct3jifmhaW346afbWLFiLRMnjvbZ17yCXBbmLODN\nvOWoGWVronUlScTunEarQ+2Ys3AEL7+8hdOnh6HXmy8ecyu33ZbHoEGhWVcnCIIQCA2zztx/28rC\nvBSXJyhcaV90Oh02mz0ig6YpiuIR3atWreTf//4nLpcLo9GI0+nE6XSh0ynYbDb69r1EBLdQe1wu\nJw6HjerWR5cX31URSNorEdGCIAi1p6rlOVXFuwhsHPc3kXOUOz5UtKg4nQ5cLgc2W2U3b0Vpw7Zt\nhV5lqlPl4/0fsmDbfH44/r1XnenkZcTl/RLL/ptQnFE4DZ/xxRcbyc8fjtFo9rQzGjP49NM1XH55\n3azzgiBUR1N+IV5/59ZwadNKcb+APX36NPfddx/5+fkkJiYSHx+Pqqo8++zTJCYmeX6SkpJISkqm\nefMWARyrceJyudDr9axa9S7jxt3A/ff/1pObu74QwR0hBBLRu/J6aN+WaUEQQo+43jdNAktlWLcM\nDL7GcJdLKyfGa+f+2KNHZ1JTP2HPHifOcrpep7NhNDpo2VKHpjk5XnSCpXmvs2z765woPuFpZ9ab\nGZY0km0LxqA/8QuvI7Vvv5sLF9phNDav1IszZyw4HI6IXH8oCELTJNRp044dO8bRo0c9vx87dgyA\nd9992+cxRo4czWOPzaq+442Q0mut0ylccsmAehfbIII7QlDQ6fQ+LdOaBqpaAoDBYEavl69ETRFh\nJAhCxeU6FQV0cGJeeHsUlR/PVdUKgF5v9LIQl+JwOCrlqnb311GuT/rSUp+fer2e++7rxu7dH7Bv\nXx7QHZ3OhsWiIyV1Eb3HtuDuz2bw8b6PcWhl1vJ2ce24q+dkbutxG4lRSTyV9w6rV3+N03kFmlZC\nixYrueee7ly44GDLliIMhhivPsbFFUvgMkEQgkJjNBxV587ufuaUBYUDhV69MnjmmefIzd3G6dMF\nHD58hNzcXBISEigoyMdu9053mJeXU+c4H6WoqsqLLz7LZ5+twWQyMnbseO6++14Ajh07ytNPP0lO\nzlZat07h/vt/y6WXXu7Z9scff+Cll57l6NEjpKdn8sc/PkJqahtP/YoVb7B8+VKKi4sYPnwkv/nN\nHzCbKz/zylMqsG+9dSJr135Ghw4dadmyNZqmodfr0el06PX6kH43FC1AtXDq1PmQdUIIPf7mKi6X\nC7u9GACjMUoEdw2wWosAze8EV/DGZiu6OLjJ9aoK+V5VjdV6AQCDwYTBUD8BYPwFkAxmOsPy1uja\neBhVd10cDgdOZ2V3c01zUuqCqCj+LcjlLSx2u53HHlvETz8pKOYYDP2+ozBtI3uL9nhtM6ztMKak\nT2FEuxHodXqvui1btvPxx7nExhq5444htGjRAqvVypNP/ojVOtYT40NVDzJu3CGuuabvxT76m3CW\nvjhQUJTG/RzTNPXibzoURV9l23DH/b0pffmi9/xfGzPe4sbQKAWcLwIdCxojTfncILDv5OuvL2b9\n+vX8+98L0TSN8+fPU1CQT0FBPoWFZ+ndO5NWrVoHpT9z5vydTZs28OijT1JcXMSjj/6JmTN/yfjx\nE5g8+Xa6devOXXdN5auvvmTJkvksW7aSli1bceLEcSZNuoUZM37BZZcNYuHCV9m/fz+LFy8H4Msv\nP+fpp2fx6KNP0Lx5C2bN+iuXXHIpDzzwYED9OnPmNFlZkygsLKRjx44YjSYURcFgMFBcXMzzz/+z\nVmu4k5Orz6bRuJ9KQp1pIs8JQRCEGtNQ7t2NMeZFeQuL2RzF9D9egyFnASt2vsk5+zkoctfGm+K5\ntfvt3NVrMl2adcGftbxPnx706eOdWzsqKorf/S6Td975hKNHTURHOxk8OJ4hQ3pTKtq8AwX5Cv5W\n92jsgiAITQ13WjD3y1hFUYiPjyc+Pp5OnWqXBcIf586d48MPV/PCC6/Qo4c72OXtt08iN3cbbdu2\n49ixo7z66iLMZjN33jmFDRv+x4cfrmbq1Bm8//4qevbsxS233AHAww//lfHjR7N580b69u3PypVv\nceutdzBo0BAAHnzwYX772/u45577q7Rylz4T/vKXhzAYDIwZM46oqGicTgdOp/sFenFxEQZD6F7G\niOAWyiGu0UJ9IN8zIfRUJaCD797tK51h08vC4HQ5+ezgpyzMmc9Xh7/0quvZohdT06dxY7cbsRhj\nfO/gIv6DBWk0b96M6dOHBNCbqv5/pe7zwU2rIwiCEJ5U/yyrrzzc2dmbiY2No0+fvp6yiRMnA/D6\n6wvp3j3NSxxnZvZl27atAOTmbqNPn36eOrM5iu7de7BtWzaZmX3Jy8shK2umpz49PQNVVdm9exfp\n6b2r7duOHdt59tmXyMio/7yPIrgjHplw1BZFKW9tEapH0oIJwUPTXDidjkoCOhhpDf0J6EgNIFlQ\nUsDyHctYnLOIwxcOecoNOgPjOl3HlPQsBra+PKBromkaX3+9lZ9+KsZq1dO2rZ2f/7wPsbGxPtte\n/K2aT79Hq7JdqPLdCoIghBv1JbiPHj1CSkoKn3zyIa+/vhBVVRk79nomT55GQUE+SUnJXu1btGjB\nqVPu4Jr+609y4cJ57Ha7V71erychodnF7f0L7tIxvG/ffhQWnsXpdKLX1+9yHRHcggcRj7VFLpwg\n1JXyOaWrSolVitsVzOFnb/6oSkCX/1sA2HxqMwu3zeM/e1Zhc9o85a0srbiz52Qm9byTVjE1W/P3\n0UcbWbu2K2ZzKgC5uU4OHvyEhx66olJgtEDy3pZ9J8p/F0rXCQdTmFctykGEuSAIDY+/cai+BHdJ\nSTGHDh1k9er3ePjhxygoyGfOnL8TFRWF1WrFZPKOMWI0mrDb3XErqqq3Wt2BQSvXGz3bV8fIkaN5\n/vlnyM8/RZcu3TCbzRgMRgwGPXq9gTZt2tb2tKtFBLcg1Bqx2NYGebFTNU3Rc6K2OaVrQl2Djglu\nrA4rq/f+h0U5C9h0cqNX3eUpg5iansWYjuMw6ms+cXM6nfzwg+YR2wA6nZ6zZ4ewfn0uV16ZWeN9\nlv5PNa10PFZ8BhoLtbXcfQwQa7kgCOGI3W6vF8Gt1+spLi7mscdm0bJlKwCOHz/Ge++9zWWXXU5h\nYaFXe1W1ExUVBbjFdMXo6apqJy4uHpPJ7DkP73rVs311PPfcHPR6HS+++NxFD7my8VzTNL766oeQ\npQwTwS2Uo4nN8uuJpiaOBCFQGiLomNPpfpOt1xvQ601ilQ4Sh88fZkneUt7YvozT1gJPebTBwo3d\nbmJqeha9EtPrdIzi4mKKiuKpGNvGZGrG0aMlddp3dQRiLYeGdmNvit/jpviAbIrnJDR1HA6HJ2ha\nKElMTMJkMnnENkD79h04deokSUkt2bdvr1f7goICEhOTAEhObsnp0wWV6rt1SyMhIQGTycTp0wW0\nb98BcL/ELSw869m+Ol57bbEnW4fT6cTlcuJ0ujy/hzI/twjuCEcmqoIgVKShc0pXFXSsVHCDEtKH\nYySgaRpfHf6KRTkL+PTgp7jKvRzpnNCZKelZ3NL9NhLMNU+T4ouYmBji489gs3mX22yn6NSp+rQq\n9UHN3NjBtyAP5L4IRMCXxiMQa7kgCHVDVVWioy0hP056egZ2u53Dhw/Rtm07APbv30vr1qmkp/dm\n6dKF2O12j2t4dvYWT4C19PQMsrM3e/ZltVrZtWsH06f/AkVR6NkznezszfTt2x+AbduyMRqNdO3a\nzW9/jh8/RqtWrVEUhXbt2vttV1cvu+qQ2YogCPWMWAcCIzTXqVQ0u9/sOnA47KiqDbvdit1egs1W\n5Pmx24tRVSuqasPhsON0qrhcTo8I94ei6NDp9Bet0EYMBjNGYxQmUzRmswWzOYaoqBjMZgsmUzRG\no/li/mgjer0BnU4vlusQcs52jnlbX+XKFYO5/aNbWXNgDS7NhYLCqA6jWT52BV/fup4ZGXcHTWwD\n6HQ6hg2zYLfv8pQ5HCWkpHzPgAE9qtgyvKgYnd79o7/4Y0BRjBdz/Rou/ugv/ugu/tTEmq3hzh9c\nmmfXiXu9ugNNUy/+OC7+OC/+uCq8GBOESEfuA4dDrRcLd/v2HRg0aAizZj3G7t27+OGH9SxbtoQJ\nE26ib9/+tGzZilmzHmPfvr28/voitm/P4brrbgBg3LjxbN26hWXLFrNv317+/ve/kZraxiOwJ0y4\niTfeeJ2vv/6SvLwc5s59ivHjJ/hNCaaqKn/8428867/Bbdles+YjbLaysuPHjzNq1NAQXhWxcAtC\nEJCBXAgmtYsN4CvoWGXrdN2s0k0lp3Sksv10HgtzFrBy5wqKHcWe8ubm5tzR4w4mp2fRLs6/BSAY\nXHVVBomJe/jmm8+w2fR07AhjxlzRJL0VaufGXiqwPXshuG7sDRn0remNDTLeCY0Fu71+gqYB/PWv\nT/Lcc3O4997pREVFcdNNt3LjjbcA8NRTz/LUU08wffqdtG3bjtmz53rcz1u3TmHWrDm88MIzLFo0\nj4yMPsyePdez3xEjRnH8+DHmzJmNqqoMGzaCe+65328/VNXO3r17vMpsNit///vfGDDgMszmKE87\nVQ0s8FptEcEdIWiaOxhT1W1EONYERVFk/XYNkOtVeySntFBbVKfKh3s/YN6WV/nu6LdedX2T+zEl\nfQrjO19PlCHqolU29PTu3YXevbvUy7EaA+WFufteLhXcOk8AuKpyl3uXVUXV44QEfROaPpH7/a0v\nCzeAxRLDI488xiOPPFaprk2btrz00r/9bjtw4CDeeOMdv/UTJ0725PWuDofDgV6v93qh63A4iY62\noNcbvNqF+qWvCG4BibYtCA1D5aBjLk+QMXcQjyLJKV0JGa8C4UTRCRZvW8jibQs5VnTMU27Smbih\n68+Ymj6Nfi37o2lOvC2qQjjifY8Gsr5ccpcLNUXG1cZL9f87t4U7smSfqqooioJer0fTNBRFweFQ\nAQ2drmyMcjjUkI9ZkXXlBUEQ6oHAc0pX9ZDUqvEIkJzSgjeapvH9se9ZlLOQ93evRnWVuci1jW3L\nXb2mcHuPiSRFBxbRVWh8BCfoW/lPv3upsl2Ztbx8veti+jbJXS4I9U19WrjDBYfDgaLo0Ov1nrHG\n6XR6ysq30+kqp5MMJiK4hSaZ91cQQkV95JR2o1x8IEhO6UjC5XKxdet2XC4XmZk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5AAAg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\ndjk/KPJ3pIILASJ8uHph+N9o6keM8Llyz0VAy5tFQ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5x00ilYufJGnHXW1/ntPT3dqK+f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bmDNnAX/88TubNm20bK+oqFC+uFzUam52aC60/9kIzWh0rFaEl5SUXPKND318fPD09KJbt+4M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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111f29668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2 = plt.figure()\n",
    "fig2.set_size_inches(12.5, 7.5)\n",
    "ax = fig2.add_subplot(111, projection='3d')\n",
    "ax.scatter(xs=climate_change_df['Year'], ys=climate_change_df['Temperature'], zs=climate_change_df['CO2'])\n",
    "ax.set_ylabel('Relative tempature'); ax.set_xlabel('Year'); ax.set_zlabel('CO2 Emissions')\n",
    "ax.plot(xs=x_line, ys=p[1], zs=p[0], color='green')\n",
    "ax.view_init(10, -45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Projected 2D plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x11262a4a8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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o6k514t2GNhw/0YFINCYdEwRgwcxsfGFRAS6/JA9qpXwCZzq5MMQgIiIiIiIiGgV9wcV7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\nycAi0e1UoidP6nFoZmWhLp1TpsXnFyvLxhAGAAAAcO7gNyBgFHSEO5N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IRinpNhTOu1wiLfbCVB279BmM8f4n//vpvyqkhHk9KiNP5l8TgMZxFCrd1dywsfVgAwfng6//qt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\nERERERHJwv8DVtecTfGNN4oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1122678d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(2, sharex=True)\n",
    "f.set_size_inches(12.5, 7.5)\n",
    "axarr[0].plot(climate_change_df['Year'], climate_change_df['CO2'])\n",
    "axarr[0].plot(x_line, p[0])\n",
    "axarr[0].set_ylabel('CO2 Emissions')\n",
    "axarr[1].plot(climate_change_df['Year'], climate_change_df['Temperature'])\n",
    "axarr[1].plot(x_line, p[1])\n",
    "axarr[1].set_xlabel('Year')\n",
    "axarr[1].set_ylabel('Relative temperature')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (AI)",
   "language": "python",
   "name": "ai"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
